Advanced Data Science Professional (ADSP)

$488

Mode of Delivery: Online ‘Live’. Instructor-Led.

Corporate-Sponsored Participants or Batch Registration contact us at +65 6100 1503 or Email: hello@casugol.com

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Description

What Our Learners Say
Excellent knowledge of trainer, simplicity of presentation and very very engaging course.
Nilotpal Ganguly
Nilotpal Ganguly
Great and simple course contents
Prachur Shukla
Prachur Shukla
Course is well structured and very informative
Ali Al-Ansari
Ali Al-Ansari
Well done indeed
Waleed Tamimi
Waleed Tamimi
Mohammed Juma
Mohammed Juma
Mb Reddy
Mb Reddy
W Yeo
W Yeo
This 4-day course has been tremendously helpful and insightful. I started from near zero knowledge but with my lecturer, Mr Dwayne Ong's patience and ability to make me comfortable, I have come to appreciate Python programming and its capabilities. I look forward to learning more through practice in future with Casugol's help.
Daniel Goh
Daniel Goh
Ashraf Husseini
Ashraf Husseini
Kim Guan Goh
Kim Guan Goh
Course is well structured with wonderful insights from both trainers and international participants
Ally Allie
Ally Allie
ADZHAR BIN KAMALUDIN
ADZHAR BIN KAMALUDIN
I thoroughly enjoyed the workshop and likely to attend more courses in the future.
shai omarali
shai omarali
wylie vv
wylie vv
Lim Weihan
Lim Weihan
Dihui Toh
Dihui Toh
Learned a lot from the course and it is enjoyable.
Ridzuan Abd Rahim
Ridzuan Abd Rahim
This is a God-sent Data Science course provider. Dwayne has been very accommodating and very professional. I will definitely continue my Data Science journey with Casugol.
Ahmed Salleh Mohamed Bashar
Ahmed Salleh Mohamed Bashar
Mun Yin Ting
Mun Yin Ting
Excellent course by Dwayne. Very professional, collaborative and spot on pace and contents. Kudos to Dwayne and CASUGOL team. Looking forward for other upcoming courses.
Saiful Rizal Alias
Saiful Rizal Alias
Lots of information and inout during training
Mohd Al Iman Zakaria
Mohd Al Iman Zakaria
Zaim Arif
Zaim Arif
Very interactive training. Very helpful
ariza husof
ariza husof
Professional training with good content
Michael Goh
Michael Goh
Huimin Tan
Huimin Tan
Mr. Dwanye is very friendly and encourages the participants to actively participate in the course. He's very knowledgeable and was able to answer any questions that were posed by the class. He also took his time to explain concepts that were foreign to the class. Would definitely recommend to individuals who would like to expand their scope of skills in python.
Selina Lim
Selina Lim
Great course! Great trainer (Dwayne)! I learned a lot of stuff which is very useful at work. Dwayne made the sessions very engaging which kept me more interested! Great Job!
Raymond Flores
Raymond Flores
QIU YING NG
QIU YING NG
kamal ahmat
kamal ahmat
Yvonne Koh
Yvonne Koh
Learned a lot from the course. Thanks so much to our trainer Dwayne for always checking with us if we really understand and also patiently answering our questions 🙂
natalie tee
natalie tee
Mr Dwayne is Great Passionate Speaker! Excellent
Sylvian Shooi Yang Hwa
Sylvian Shooi Yang Hwa
Justin Tang
Justin Tang
Great training by Dwayne! He made all the participants feel at ease and comfortable to share their views and opinions. Syllabus covered was also very relevant and up to date with the latest technology trends. Kudos to the CASUGOL team for great delivery!
Muhammad Asyraf Mohammad Naim
Muhammad Asyraf Mohammad Naim
Dwayne is an expert in Digital Transformation and all the knowledge shared is very helpful for me to implement at my organisation.
Amalina Hashim
Amalina Hashim
BoonTeong Teo
BoonTeong Teo
Attended a course with Casugol, and Dwayne is great at explaining, plus, he is patient with the explanations.
Elle Low
Elle Low
nurul atika
nurul atika
Amin Qim
Amin Qim
It's really worth it to attend Data Analytics Essential course. So many things I've learned. Really useful for my work
Nuraina Fatimah
Nuraina Fatimah
I learned a lot from the course, especially on the Digital Transformation Framework, which helped to focus on what needs to be prepared and managed to implementing a successful digital transformation within organizations.
Jimmy Gani
Jimmy Gani
From the 3 courses i attended so far, I find them to be very engaging and informative. Highly recommend.
Chan Darryl
Chan Darryl
I gain great understanding on how to be a digital transformation professional and doing it step by step.
Triharto Bintana
Triharto Bintana
Mandeep Chahal (M20AIE248)
Mandeep Chahal (M20AIE248)
We had an in-depth training session by our trainer (Mr Dyawne Ong) on Digital Transformation Framework. Excellent training material, communication and analysis delivered throughout the 3 days training period.
Yatie Lim
Yatie Lim
MSaiful
MSaiful
Excellent....
Hilmi Mohd
Hilmi Mohd
I would like to share knowledge gain from this session to others due to tremendously facts and objective
norsila misman
norsila misman
The training course is helpful for my job
Soohoo kinhoon
Soohoo kinhoon
Enjoyable training experiences
Bahrain Suffian
Bahrain Suffian
Excellent.
fisal ebrahim
fisal ebrahim
Great session ! Full of knowledge.
jefiena
jefiena
Fun way in gain knowledge
Eddy Matin
Eddy Matin
Experienced trainer and capable to provide consultation during training services
Raziz Rashid
Raziz Rashid
kamarun nizam
kamarun nizam
Interactive and lively session
Sharoul
Sharoul
Anisah Seleman
Anisah Seleman
Well-organized and interactive training
Syazwan Neamat
Syazwan Neamat
Raymond Eng
Raymond Eng
Good training. Good trainer. Good content. Good interaction
Zulkifli Zainol
Zulkifli Zainol
Very informative and engaging training sessions provided
Darren Kong
Darren Kong
Casugol delivers top quality python courses which are for all levels, and they are willing to go the extra mile to help individual candidates in their learning journey. Highly recommended !!!
RO HAN
RO HAN
Took the training Python Programming Essentials and learned a lot from it..
Carmen Marie Vergel De Dios (Meng)
Carmen Marie Vergel De Dios (Meng)
Eric Foo
Eric Foo
Thank you for the great experience and instruction during the course.
Jeremy Ong
Jeremy Ong
haniiza Roslan
haniiza Roslan
maziah mahmod
maziah mahmod
Excellence
Muhamad Hairy Rejap
Muhamad Hairy Rejap
Very good training and will recommend to my management and colleagues to attend this training
Jaini Bin Saleh
Jaini Bin Saleh
Great sharing on Digital Transformation Courses.
Shahril Mohd Salleh
Shahril Mohd Salleh
Kate Becca
Kate Becca
Linh Nguyen
Linh Nguyen
Khóa học chuyên nghiệp và chất lượng. Là đơn vị uy tín cho bất kỳ ai muốn trở thành chuyên gia Chuyển đổi số!
Long Trần
Long Trần
yoges subra
yoges subra
Thanks Dwayne for the good training on overall Data Transformation
Cf Mah
Cf Mah
Dani Pradana
Dani Pradana
Materinya lengkap dan berkualitas. Cara pegajaran baik sehingga mudah dimengerti
dul tawwab
dul tawwab
The Future Tech: Women in Tech 2021 was a great conference that showcased numerous women making waves within the tech industry throughout the world. I really enjoyed this event.
Renita Rhodes
Renita Rhodes
Mohsen Marjani
Mohsen Marjani
Thulasyammal Ramiah Pillai
Thulasyammal Ramiah Pillai
The training is clearly defined, organized, easy to follow, and relevant to me and I am sure that the training experience will be useful in my job.Mr Dwayne Ong is an expert, he is very ready in training and of course provides individual assistance when needed.I'm excited to be part of the training at Casugol 🙂
Dadan Abdullah
Dadan Abdullah
In Casugol I had a comfortable learning experience, even though the class was online but I still got detailed programming techniques, communicative and comfortable learning . thank you casugol
Mina Ismu Rahayu
Mina Ismu Rahayu
I Attended Advanced Python Programming Professional course, it well covered of theories and technical skills, and plus point is course instructor very kind in giving essential information and his experience, he'd demostrated and explained to us in ML Logistic Regression as an extra before the training ending. I gains a lot! thanks!
Samson Teo
Samson Teo
It is a good course to gain a good understanding of what is machine learning. Although rather technical, course instructor was able to simplify the concepts for the participants to understand. Also reasonably priced.
Ah Kau Lim
Ah Kau Lim
I have had some very interesting experiences with Casugol and in particular the presentation sessions with Dwayne Ong, the CEO of Casugol. His session with Taylors University students had been very refreshing from the viewpoint of sharing industry knowledge and enlightening students and exposing them to experiences that they may not get from a classroom setting. Dwayne Ong has been an avid knowledge sharing expert in all his sessions. I would certainly recommend all educational institutions to seek the expert guidance of one of our most cherished exponent of Digital Transformation and advocate of knowledge for everyone. Good thing about the certifications, it never expires.
Azween Abdullah
Azween Abdullah
I attended the online conference today. I came to know this conference from Mr. Jovan Hutton Pulitzer's Telegram. Not only Jovan but also other speakers were so inspiring.(by Maeko Ushiro)
kagechiyo09
kagechiyo09
This WIT conference was very professional and well put together! I enjoyed being a part of this and would recommend attendance for this to anyone in this industry to both learn and provide assistance with higher education..
Michelle Moore
Michelle Moore
Future Tech: Women in Tech 2021 was an excellent virtual event that brought professional speakers from all around the world. Casugol created a platform to showcase the women talents and skills in STEM that many have benefitted. Well Done!!
kavitha muthy
kavitha muthy
WeiWei Goh
WeiWei Goh
seongryeong kim
seongryeong kim
Juan Carlos Ascanio
Juan Carlos Ascanio
Kunal Thakkar
Kunal Thakkar
Glad that I have attended Dwayne class on Python. Great delivery of course content. Clear, systematic approach to deliver the online course.
Jason Hee
Jason Hee
Karthik P
Karthik P
Python Programming Essentials training was good. Well balance content with the right amount of essential details and plenty of hands-on activities to grasp the essential concept.
Luis
Luis
Yukiyama Natsuki
Yukiyama Natsuki
Marc Cheng
Marc Cheng
Faizal M. Ali
Faizal M. Ali
miszz ainur
miszz ainur
Course Information

  • Duration: 5 Day / 40 Hours
  • Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
  • Who Should Attend: Professionals or Anyone interested in pursuing a career as a data scientist and use data to understand the world, uncover insights, and make better decisions

Course Objective

Acquire advanced knowledge on how to use Data Science with Python Programming to uncover business insights and trend.

Learn how to use algorithms and basic Artificial Intelligence / Machine Learning techniques to make predictions.

Pre-Requisite

It is preferred that participants successfully completed and pass Data Analytics Essentials (DAE) or Python Programming Essentials (PPE)

Examination

Participants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Data Science and Python Programming based on the syllabus covered


Module 1
Introduction to Data Science

Topics Covered

  • What is Data Science
  • Data Science Vs. Analytics
  • What is Data warehouse
  • Online Analytical Processing (OLAP)
  • MIS Reporting
  • Data Science and its Industry Relevance
  • Problems and Objectives in Different Industries
  • How to Harness the power of Data Science?
  • ELT vs ETL

Module 2
Deep Dive into Python Programming

Topics Covered

  • Python Editors & IDE
  • Custom Environment Settings
  • Basic Rules in Python
  • Most Common Packages / Libraries in Python (NumPy, SciPy, scikit-learn, Pandas, Matplotlib, etc)
  • Tuples, Lists, Dictionaries)
  • List and Dictionary Comprehensions
  • Variable & Value Labels –  Date & Time Values
  • Basic Operations – Mathematical – string – date
  • Reading and writing data
  • Simple plotting/Control flow/Debugging/Code profiling

Module 3
Importing / Exporting Data with Python

Topics Covered

  • Importing Data into from Various sources
  • Database Input (Connecting to database)
  • Viewing Data objects – sub setting, methods
  • Exporting Data to various formats

Module 4
Data Cleansing with Python

Topics Covered

  • Cleaning of Data with Python
  • Steps to Data Manipulation
  • Python Tools for Data manipulation
  • User Defined Functions in Python
  • Stripping out extraneous information
  • Normalization of Data and Data Formatting
  • Important Python Packages e.g.Pandas, Numpy etc)

Module 5
Data Visualization with Python

Topics Covered

  • Exploratory Data Analysis
  • Descriptive Statistics, Frequency Tables and Summarization
  • Univariate Analysis (Distribution of data & Graphical Analysis)
  • Bivariate Analysis(Cross Tabs, Distributions & Relationships, Graphical Analysis)
  • Creating Graphs
  • Important Packages for Exploratory Analysis(NumPy Arrays, Matplotlib, Pandas and scipy.stats etc)

Module 6
Statistics Fundamentals

Topics Covered

  • Basic Statistics – Measures of Central Tendencies and Variance
  • Building blocks (Probability Distributions, Normal distribution, Central Limit Theorem)
  • Inferential Statistics (Sampling, Concept of Hypothesis Testing)
  • Statistical Methods: Z/t-tests (One sample, independent, paired), ANOVA, Correlation and Chi-square
  • Statistical Methods: ANOVA
  • Statistical Methods: Correlation and Chi-square

Module 7
Introduction to Machine Learning

Topics Covered

  • Statistical Learning vs Machine Learning
  • Iteration and Evaluation
  • Supervised Learning vs Unsupervised Learning
  • Predictive Modelling – Data Pre-processing, Sampling, Model Building, Validation
  • Concept of Overfitting and Under fitting (Bias-Variance Trade off) & Performance Metrics
  • Cross ValidationTrain & Test, Bootstrapping, K-Fold validation etc

Module 8
Understanding Predictive Analytics

Topics Covered

  • Introduction to Predictive Modelling
  • Types of Business Problems
  • Mapping of Techniques
  • Linear Regression
  • Logistic Regression
  • Segmentation – Cluster Analysis (K-Means / DBSCAN)
  • Decision Trees (CHAID/CART/CD 5.0)
  • Time Series Forecasting

Module 9
Understanding A/B Testing Concepts

Topics Covered

  • Introduction to A/B Testing
  • Measuring Conversion for A/B Testing/li>
  • T-Test and P-Value
  • Measuring T-Statistics and P-Values using Python
  • A/B Test Gotchas
  • Novelty Effects, Seasonal Effects, and Selection of Bias
  • Data Pollution

Advanced Data Science Professional (ADSP) involves rigorous usage of real-time case studies, hands-on exercises and group discussions

Additional information

Schedule

Full-Time, Part-Time

Date

24 to 28 Jan (Daily), 28 Feb to 4 Mar (Daily), 28 Mar to 1 Apr (Daily), 25 to 29 Apr (Daily), 23 to 27 May (Daily), 27 Jun to 1 Jul (Daily), 8 Feb to 10 Mar ( Every Tue, Thu), 9 Feb to 13 Apr (Every Wed), 3 to 31 May (Every Tue, Fri)

Time

1:00pm to 5:00pm (Jordan Timezone), 7:00pm to 11:00pm (Singapore Timezone), 9:30am to 1:30pm (Mexico City Timezone), 2:00pm to 6:00pm (Singapore Timezone), 9:30am to 5:30pm (Singapore Timezone), 8:30am to 12:30pm (Singapore Timezone), 6:00pm to 10:00pm (Singapore Timezone)